The standing depends on who is buying. Every model is asked the same questions for each company size.
Referral Rock is first at 42%.
Referral Rock is first at 21%.
No model named it for this buyer.
“Joy (Best Overall for Budget) ... offers a very generous Free Plan for up to 250 orders per month”Qwen 3.7 Flash · Budget-constrained question · first choice
“The author notes it as the cheapest entry point of any combined tool.”Muse Glimmer 30B · Budget-constrained question · first choice
“the best overall choice is Joy”GLM 4.7 FlashX · Budget-constrained question · first choice
“Joy is positioned as Best for flexible loyalty and referrals on Shopify with "Free; paid from $29/mo"”Muse Glimmer 30B · Budget-constrained question · alternative
No model argued against it.
The products named in the same answers as Joy, over the 25 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 21 | 4 | View → | |
| 18 | 2 | View → | |
| 16 | 10 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 7 | 1 | View → | |
| 6 | 0 | View → | |
| 6 | 0 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 25 of the 25 answers that named Joy and are not a share of its labels.
107 of the 131 domain citations in answers naming Joy came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 1 | 0 | 3 |